{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re, string \n",
    "import pandas as pd \n",
    "from time import time  \n",
    "from collections import defaultdict\n",
    "import spacy\n",
    "from sklearn.manifold import TSNE\n",
    "from nltk.corpus import stopwords\n",
    "STOPWORDS = set(stopwords.words('english'))\n",
    "from gensim.models import Word2Vec\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('bbc-text.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>tech</td>\n",
       "      <td>tv future in the hands of viewers with home th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>business</td>\n",
       "      <td>worldcom boss  left books alone  former worldc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>sport</td>\n",
       "      <td>tigers wary of farrell  gamble  leicester say ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>sport</td>\n",
       "      <td>yeading face newcastle in fa cup premiership s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>entertainment</td>\n",
       "      <td>ocean s twelve raids box office ocean s twelve...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        category                                               text\n",
       "0           tech  tv future in the hands of viewers with home th...\n",
       "1       business  worldcom boss  left books alone  former worldc...\n",
       "2          sport  tigers wary of farrell  gamble  leicester say ...\n",
       "3          sport  yeading face newcastle in fa cup premiership s...\n",
       "4  entertainment  ocean s twelve raids box office ocean s twelve..."
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_text(text):\n",
    "    '''Make text lowercase, remove text in square brackets, remove punctuation and remove words containing numbers.'''\n",
    "    text = text.lower()\n",
    "    text = re.sub(r'\\[.*?\\]', '', text)\n",
    "    text = re.sub(r'[%s]' % re.escape(string.punctuation), '', text)\n",
    "    text = re.sub(r'\\w*\\d\\w*', '', text)\n",
    "    # Remove a sentence if it is only one word long\n",
    "    if len(text) > 2:\n",
    "        return ' '.join(word for word in text.split() if word not in STOPWORDS)\n",
    "\n",
    "df_clean = pd.DataFrame(df.text.apply(lambda x: clean_text(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>tv future hands viewers home theatre systems p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>worldcom boss left books alone former worldcom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>tigers wary farrell gamble leicester say rushe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>yeading face newcastle fa cup premiership side...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>ocean twelve raids box office ocean twelve cri...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text\n",
       "0  tv future hands viewers home theatre systems p...\n",
       "1  worldcom boss left books alone former worldcom...\n",
       "2  tigers wary farrell gamble leicester say rushe...\n",
       "3  yeading face newcastle fa cup premiership side...\n",
       "4  ocean twelve raids box office ocean twelve cri..."
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load('en', disable=['ner', 'parser']) # disabling Named Entity Recognition for speed\n",
    "\n",
    "def lemmatizer(text):        \n",
    "    sent = []\n",
    "    doc = nlp(text)\n",
    "    for word in doc:\n",
    "        sent.append(word.lemma_)\n",
    "    return \" \".join(sent)\n",
    "\n",
    "df_clean[\"text_lemmatize\"] =  df_clean.apply(lambda x: lemmatizer(x['text']), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>text_lemmatize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>tv future hands viewers home theatre systems p...</td>\n",
       "      <td>tv future hand viewer home theatre system plas...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>worldcom boss left books alone former worldcom...</td>\n",
       "      <td>worldcom boss leave book alone former worldcom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>tigers wary farrell gamble leicester say rushe...</td>\n",
       "      <td>tiger wary farrell gamble leicester say rush m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>yeading face newcastle fa cup premiership side...</td>\n",
       "      <td>yeade face newcastle fa cup premiership side n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>ocean twelve raids box office ocean twelve cri...</td>\n",
       "      <td>ocean twelve raid box office ocean twelve crim...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text  \\\n",
       "0  tv future hands viewers home theatre systems p...   \n",
       "1  worldcom boss left books alone former worldcom...   \n",
       "2  tigers wary farrell gamble leicester say rushe...   \n",
       "3  yeading face newcastle fa cup premiership side...   \n",
       "4  ocean twelve raids box office ocean twelve cri...   \n",
       "\n",
       "                                      text_lemmatize  \n",
       "0  tv future hand viewer home theatre system plas...  \n",
       "1  worldcom boss leave book alone former worldcom...  \n",
       "2  tiger wary farrell gamble leicester say rush m...  \n",
       "3  yeade face newcastle fa cup premiership side n...  \n",
       "4  ocean twelve raid box office ocean twelve crim...  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clean['text_lemmatize_clean'] = df_clean['text_lemmatize'].str.replace('-PRON-', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24581"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences = [row.split() for row in df_clean['text_lemmatize_clean']]\n",
    "word_freq = defaultdict(int)\n",
    "for sent in sentences:\n",
    "    for i in sent:\n",
    "        word_freq[i] += 1\n",
    "len(word_freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['say', 'mr', 'year', 'would', 'make', 'also', 'people', 'new', 'one', 'take']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(word_freq, key=word_freq.get, reverse=True)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# min_count: minimum number of occurrences of a word in the corpus to be included in the model.\n",
    "# window: the maximum distance between the current and predicted word within a sentence.\n",
    "# size: the dimensionality of the feature vectors\n",
    "# workers: I know my system is having 4 cores, \n",
    "w2v_model = Word2Vec(min_count=200,\n",
    "                     window=5,\n",
    "                     size=100,\n",
    "                     workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this line of code to prepare the model vocabulary\n",
    "w2v_model.build_vocab(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/tljh/user/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(979943, 2380445)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train word vectors\n",
    "w2v_model.train(sentences, total_examples=w2v_model.corpus_count, epochs=w2v_model.iter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# As we do not plan to train the model any further, \n",
    "# we are calling init_sims(), which will make the model much more memory-efficient\n",
    "w2v_model.init_sims(replace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('economic', 0.964622974395752),\n",
       " ('rate', 0.952277660369873),\n",
       " ('growth', 0.9486069083213806),\n",
       " ('continue', 0.9028698801994324),\n",
       " ('low', 0.897887647151947),\n",
       " ('interest', 0.8918965458869934),\n",
       " ('rise', 0.8795645833015442),\n",
       " ('boost', 0.8725036382675171),\n",
       " ('strong', 0.8655328750610352),\n",
       " ('spending', 0.8579567074775696)]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explore the model\n",
    "w2v_model.wv.most_similar(positive=['economy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('commission', 0.9519445896148682),\n",
       " ('foreign', 0.9273900985717773),\n",
       " ('state', 0.9174102544784546),\n",
       " ('official', 0.8947572708129883),\n",
       " ('raise', 0.8885887861251831),\n",
       " ('agree', 0.8855384588241577),\n",
       " ('eu', 0.8775181770324707),\n",
       " ('statement', 0.8713361024856567),\n",
       " ('government', 0.8519338965415955),\n",
       " ('trade', 0.8500543236732483)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w2v_model.wv.most_similar(positive=['president'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.89273375"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how similar are these two words to each other \n",
    "w2v_model.wv.similarity('company', 'business')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tsne_plot(model):\n",
    "    \"Create TSNE model and plot it\"\n",
    "    labels = []\n",
    "    tokens = []\n",
    "\n",
    "    for word in model.wv.vocab:\n",
    "        tokens.append(model[word])\n",
    "        labels.append(word)\n",
    "    \n",
    "    tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
    "    new_values = tsne_model.fit_transform(tokens)\n",
    "\n",
    "    x = []\n",
    "    y = []\n",
    "    for value in new_values:\n",
    "        x.append(value[0])\n",
    "        y.append(value[1])\n",
    "        \n",
    "    plt.figure(figsize=(18, 18)) \n",
    "    for i in range(len(x)):\n",
    "        plt.scatter(x[i],y[i])\n",
    "        plt.annotate(labels[i],\n",
    "                     xy=(x[i], y[i]),\n",
    "                     xytext=(5, 2),\n",
    "                     textcoords='offset points',\n",
    "                     ha='right',\n",
    "                     va='bottom')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/tljh/user/lib/python3.6/site-packages/ipykernel_launcher.py:7: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "  import sys\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use t-SNE to represent high-dimensional data \n",
    "# and the underlying relationships between vectors in a lower-dimensional space.\n",
    "tsne_plot(w2v_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from gensim.models import KeyedVectors\n",
    "\n",
    "# filename = 'GoogleNews-vectors-negative300.bin.gz'\n",
    "# model = KeyedVectors.load_word2vec_format(filename, binary=True)\n",
    "# calculate: (king - man) + woman = ?\n",
    "# result = model.most_similar(positive=['woman', 'king'], negative=['man'], topn=1)\n",
    "# print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
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